{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"provenance":[],"gpuType":"T4","mount_file_id":"1gPdV8g2lPCuacK0Be9cFEvsnAAgQwVVZ","authorship_tag":"ABX9TyPg3/cF/jO2zerGc305pasl"},"kernelspec":{"name":"python3","display_name":"Python 3"},"language_info":{"name":"python"},"accelerator":"GPU"},"cells":[{"cell_type":"code","execution_count":6,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"kfVTVFDWO5Jf","executionInfo":{"status":"ok","timestamp":1724150607875,"user_tz":-480,"elapsed":403,"user":{"displayName":"宫传政","userId":"05088447437342862356"}},"outputId":"23ba3d11-8753-4c1a-a296-c6dab7d50f4a"},"outputs":[{"output_type":"stream","name":"stdout","text":["--2024-08-20 10:43:26--  https://raw.githubusercontent.com/Atcold/pytorch-Deep-Learning/master/res/plot_lib.py\n","Resolving raw.githubusercontent.com (raw.githubusercontent.com)... 185.199.109.133, 185.199.110.133, 185.199.108.133, ...\n","Connecting to raw.githubusercontent.com (raw.githubusercontent.com)|185.199.109.133|:443... connected.\n","HTTP request sent, awaiting response... 200 OK\n","Length: 4796 (4.7K) [text/plain]\n","Saving to: ‘plot_lib.py.1’\n","\n","\rplot_lib.py.1         0%[                    ]       0  --.-KB/s               \rplot_lib.py.1       100%[===================>]   4.68K  --.-KB/s    in 0s      \n","\n","2024-08-20 10:43:27 (79.4 MB/s) - ‘plot_lib.py.1’ saved [4796/4796]\n","\n"]}],"source":["!wget https://raw.githubusercontent.com/Atcold/pytorch-Deep-Learning/master/res/plot_lib.py"]},{"cell_type":"code","source":["from google.colab import drive\n","drive.mount('/content/drive')"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"tXYiSwSnPyJL","executionInfo":{"status":"ok","timestamp":1724150390909,"user_tz":-480,"elapsed":120171,"user":{"displayName":"宫传政","userId":"05088447437342862356"}},"outputId":"077009fa-25ae-4554-c531-40fef9eb29b9"},"execution_count":2,"outputs":[{"output_type":"stream","name":"stdout","text":["Drive already mounted at /content/drive; to attempt to forcibly remount, call drive.mount(\"/content/drive\", force_remount=True).\n"]}]},{"cell_type":"code","source":["import random\n","import torch\n","from torch import nn, optim\n","import math\n","from IPython import display\n","from res.plot_lib import plot_data, plot_model, set_default\n","\n","# 因为colab是支持GPU的，torch 将在 GPU 上运行\n","device = torch.device(\"cuda:0\" if torch.cuda.is_available() else \"cpu\")\n","print('device: ', device)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"Di7Il7e_PT3v","executionInfo":{"status":"ok","timestamp":1724150673501,"user_tz":-480,"elapsed":411,"user":{"displayName":"宫传政","userId":"05088447437342862356"}},"outputId":"260f5aea-68a1-4c6f-dc83-3862112ddc54"},"execution_count":8,"outputs":[{"output_type":"stream","name":"stdout","text":["device:  cuda:0\n"]}]},{"cell_type":"code","source":["# 初始化随机数种子。神经网络的参数都是随机初始化的，\n","# 不同的初始化参数往往会导致不同的结果，当得到比较好的结果时我们通常希望这个结果是可以复现的，\n","# 因此，在pytorch中，通过设置随机数种子也可以达到这个目的\n","seed = 12345\n","random.seed(seed)\n","torch.manual_seed(seed)\n","\n","N = 1000  # 每类样本的数量\n","D = 2  # 每个样本的特征维度\n","C = 3  # 样本的类别\n","H = 100  # 神经网络里隐层单元的数量"],"metadata":{"id":"m53TB3OuPWwh"},"execution_count":null,"outputs":[]},{"cell_type":"code","source":[],"metadata":{"id":"F0ZFlAEsQLdF"},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":["\n","初始化 X 和 Y。 X 可以理解为特征矩阵，Y可以理解为样本标签。 结合代码可以看到，X的为一个 NxC 行， D 列的矩阵。C 类样本，每类样本是 N个，所以是 N*C 行。每个样本的特征维度是2，所以是 2列。\n","\n","在 python 中，调用 zeros 类似的函数，第一个参数是 y方向的，即矩阵的行；第二个参数是 x方向的，即矩阵的列，大家得注意下，不要搞反了。下面结合代码看看 3000个样本的特征是如何初始化的。"],"metadata":{"id":"d_Lo2JkDQW2A"}},{"cell_type":"code","source":["X = torch.zeros(N * C, D).to(device)\n","Y = torch.zeros(N * C, dtype=torch.long).to(device)\n","for c in range(C):\n","    index = 0\n","    t = torch.linspace(0, 1, N) # 在[0，1]间均匀的取1000个数，赋给t\n","    # 下面的代码不用理解太多，总之是根据公式计算出三类样本（可以构成螺旋形）\n","    # torch.randn(N) 是得到 N 个均值为0，方差为 1 的一组随机数，注意要和 rand 区分开\n","    inner_var = torch.linspace( (2*math.pi/C)*c, (2*math.pi/C)*(2+c), N) + torch.randn(N) * 0.2\n","\n","    # 每个样本的(x,y)坐标都保存在 X 里\n","    # Y 里存储的是样本的类别，分别为 [0, 1, 2]\n","    for ix in range(N * c, N * (c + 1)):\n","        X[ix] = t[index] * torch.FloatTensor((math.sin(inner_var[index]), math.cos(inner_var[index])))\n","        Y[ix] = c\n","        index += 1\n","\n","print(\"Shapes:\")\n","print(\"X:\", X.size())\n","print(\"Y:\", Y.size())"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"HE9PKteEQXbW","executionInfo":{"status":"ok","timestamp":1689662781638,"user_tz":-480,"elapsed":5902,"user":{"displayName":"宫传政","userId":"05088447437342862356"}},"outputId":"904fbb7a-2362-4e72-a89b-ba94c107afa0"},"execution_count":null,"outputs":[{"output_type":"stream","name":"stdout","text":["Shapes:\n","X: torch.Size([3000, 2])\n","Y: torch.Size([3000])\n"]}]},{"cell_type":"code","source":["X"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"WoRV-ysj6coe","executionInfo":{"status":"ok","timestamp":1689665530530,"user_tz":-480,"elapsed":5,"user":{"displayName":"宫传政","userId":"05088447437342862356"}},"outputId":"e9ae49ca-e62e-4aa6-e07d-69d69a52f8ed"},"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["tensor([[-0.0000e+00,  0.0000e+00],\n","        [ 1.0158e-04,  9.9583e-04],\n","        [-1.1208e-03,  1.6589e-03],\n","        ...,\n","        [ 9.0658e-01, -4.1727e-01],\n","        [ 8.7314e-01, -4.8540e-01],\n","        [ 7.9693e-01, -6.0407e-01]], device='cuda:0')"]},"metadata":{},"execution_count":11}]},{"cell_type":"code","source":["Y"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"9N_hiCRX6kPZ","executionInfo":{"status":"ok","timestamp":1689665559346,"user_tz":-480,"elapsed":580,"user":{"displayName":"宫传政","userId":"05088447437342862356"}},"outputId":"f982a372-75c0-48a4-ed34-18d4f10b15c7"},"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["tensor([0, 0, 0,  ..., 2, 2, 2], device='cuda:0')"]},"metadata":{},"execution_count":12}]},{"cell_type":"code","source":["# visualise the data\n","plot_data(X, Y)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":406},"id":"lekzDGemQcMv","executionInfo":{"status":"ok","timestamp":1689662789481,"user_tz":-480,"elapsed":1011,"user":{"displayName":"宫传政","userId":"05088447437342862356"}},"outputId":"699d8f77-0781-42cd-d431-0605418b4a87"},"execution_count":null,"outputs":[{"output_type":"display_data","data":{"text/plain":["<Figure size 640x480 with 1 Axes>"],"image/png":"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\n"},"metadata":{}}]},{"cell_type":"code","source":["learning_rate = 1e-3\n","lambda_l2 = 1e-5\n","\n","# nn 包用来创建线性模型\n","# 每一个线性模型都包含 weight 和 bias\n","model = nn.Sequential(\n","    nn.Linear(D, H),\n","    nn.Linear(H, C)\n",")\n","model.to(device) # 把模型放到GPU上\n","\n","# nn 包含多种不同的损失函数，这里使用的是交叉熵（cross entropy loss）损失函数\n","criterion = torch.nn.CrossEntropyLoss()\n","\n","# 这里使用 optim 包进行随机梯度下降(stochastic gradient descent)优化\n","optimizer = torch.optim.SGD(model.parameters(), lr=learning_rate, weight_decay=lambda_l2)\n","\n","# 开始训练\n","for t in range(1000):\n","    # 把数据输入模型，得到预测结果\n","    y_pred = model(X)\n","    # 计算损失和准确率\n","    loss = criterion(y_pred, Y)\n","    score, predicted = torch.max(y_pred, 1)\n","    acc = (Y == predicted).sum().float() / len(Y)\n","    print('[EPOCH]: %i, [LOSS]: %.6f, [ACCURACY]: %.3f' % (t, loss.item(), acc))\n","    display.clear_output(wait=True)\n","\n","    # 反向传播前把梯度置 0\n","    optimizer.zero_grad()\n","    # 反向传播优化\n","    loss.backward()\n","    # 更新全部参数\n","    optimizer.step()"],"metadata":{"id":"GrFH8RZAQgzB","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1689667910296,"user_tz":-480,"elapsed":10403,"user":{"displayName":"宫传政","userId":"05088447437342862356"}},"outputId":"697c3206-d938-43e2-f89c-37a6045885a1"},"execution_count":null,"outputs":[{"output_type":"stream","name":"stdout","text":["[EPOCH]: 999, [LOSS]: 0.883851, [ACCURACY]: 0.501\n"]}]},{"cell_type":"markdown","source":[],"metadata":{"id":"vP-VD1rcwsgD"}},{"cell_type":"code","source":["print(y_pred.shape)\n","print(y_pred[10, :])\n","print(score[10])\n","print(predicted[10])"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"TiO3uXLWwRCd","executionInfo":{"status":"ok","timestamp":1689662961872,"user_tz":-480,"elapsed":7,"user":{"displayName":"宫传政","userId":"05088447437342862356"}},"outputId":"31dc33a0-1aba-4923-b4f2-e505ea205013"},"execution_count":null,"outputs":[{"output_type":"stream","name":"stdout","text":["torch.Size([3000, 3])\n","tensor([-0.2245, -0.2594, -0.2080], device='cuda:0', grad_fn=<SliceBackward0>)\n","tensor(-0.2080, device='cuda:0', grad_fn=<SelectBackward0>)\n","tensor(2, device='cuda:0')\n"]}]},{"cell_type":"code","source":["# Plot trained model\n","print(model)\n","plot_model(X, Y, model)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":479},"id":"oSJRduAxwrQh","executionInfo":{"status":"ok","timestamp":1689663292951,"user_tz":-480,"elapsed":1142,"user":{"displayName":"宫传政","userId":"05088447437342862356"}},"outputId":"c9962327-8825-4829-ce86-0a6b8b80e13a"},"execution_count":null,"outputs":[{"output_type":"stream","name":"stdout","text":["Sequential(\n","  (0): Linear(in_features=2, out_features=100, bias=True)\n","  (1): Linear(in_features=100, out_features=3, bias=True)\n",")\n"]},{"output_type":"display_data","data":{"text/plain":["<Figure size 640x480 with 1 Axes>"],"image/png":"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\n"},"metadata":{}}]},{"cell_type":"code","source":["learning_rate = 1e-3\n","lambda_l2 = 1e-5\n","\n","# 这里可以看到，和上面模型不同的是，在两层之间加入了一个 ReLU 激活函数\n","model = nn.Sequential(\n","    nn.Linear(D, H),\n","    nn.ReLU(),\n","    nn.Linear(H, C)\n",")\n","model.to(device)\n","\n","# 下面的代码和之前是完全一样的，这里不过多叙述\n","criterion = torch.nn.CrossEntropyLoss()\n","optimizer = torch.optim.Adam(model.parameters(), lr=learning_rate, weight_decay=lambda_l2) # built-in L2\n","\n","# 训练模型，和之前的代码是完全一样的\n","for t in range(1000):\n","    y_pred = model(X)\n","    loss = criterion(y_pred, Y)\n","    score, predicted = torch.max(y_pred, 1)\n","    acc = ((Y == predicted).sum().float() / len(Y))\n","    print(\"[EPOCH]: %i, [LOSS]: %.6f, [ACCURACY]: %.3f\" % (t, loss.item(), acc))\n","    display.clear_output(wait=True)\n","\n","    # zero the gradients before running the backward pass.\n","    optimizer.zero_grad()\n","    # Backward pass to compute the gradient\n","    loss.backward()\n","    # Update params\n","    optimizer.step()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"XImcKOxwx7yJ","executionInfo":{"status":"ok","timestamp":1689667930525,"user_tz":-480,"elapsed":11400,"user":{"displayName":"宫传政","userId":"05088447437342862356"}},"outputId":"e638faf1-9f60-499b-df70-67f258ea3876"},"execution_count":null,"outputs":[{"output_type":"stream","name":"stdout","text":["[EPOCH]: 999, [LOSS]: 0.175559, [ACCURACY]: 0.952\n"]}]},{"cell_type":"code","source":["# Plot trained model\n","print(model)\n","plot_model(X, Y, model)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":498},"id":"m2nvpTPKyHTJ","executionInfo":{"status":"ok","timestamp":1689663349698,"user_tz":-480,"elapsed":20,"user":{"displayName":"宫传政","userId":"05088447437342862356"}},"outputId":"4ab118ee-4768-48ed-de7b-c048c741b959"},"execution_count":null,"outputs":[{"output_type":"stream","name":"stdout","text":["Sequential(\n","  (0): Linear(in_features=2, out_features=100, bias=True)\n","  (1): ReLU()\n","  (2): Linear(in_features=100, out_features=3, bias=True)\n",")\n"]},{"output_type":"display_data","data":{"text/plain":["<Figure size 640x480 with 1 Axes>"],"image/png":"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\n"},"metadata":{}}]},{"cell_type":"code","source":[],"metadata":{"id":"I6jXoa2GyJUB"},"execution_count":null,"outputs":[]}]}